TOKENIZING Meaning and
Definition
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Tokenizing is the process of dividing a stream of characters or words into discrete units called tokens. These tokens can be individual words, phrases, or even specific characters, depending on the desired level of granularity. The purpose of tokenizing is to organize and parse textual data, enabling easier analysis and manipulation.
In natural language processing (NLP) and computational linguistics, tokenization is a fundamental task. It involves breaking down text into smaller units that can be processed by algorithms or models. Tokenizers typically follow certain rules and patterns to identify the boundaries of tokens. These rules can be based on whitespace, punctuation marks, or more complex linguistic rules.
Tokenization holds significance in various applications. In information retrieval, tokens are used as searchable terms in indexing large collections of documents. In machine learning, tokens serve as input features for training models that analyze text. Sentiment analysis, named entity recognition, and language modeling are some examples of tasks where tokenization plays a vital role.
Tokenizing is a crucial step in preprocessing unstructured text data in many natural language processing pipelines. It aids in standardizing the data, making it more manageable and amenable to analysis. Moreover, tokenization allows for the removal of irrelevant or redundant information that might interfere with the intended analysis or processing tasks.
Common Misspellings for TOKENIZING
- rokenizing
- fokenizing
- gokenizing
- yokenizing
- 6okenizing
- 5okenizing
- tikenizing
- tkkenizing
- tlkenizing
- tpkenizing
- t0kenizing
- t9kenizing
- tojenizing
- tomenizing
- tolenizing
- tooenizing
- toienizing
- tokwnizing
- toksnizing
- tokdnizing
Etymology of TOKENIZING
The term "tokenizing" comes from the word "token", which refers to a small object or symbol that represents something else. The word has its roots in Middle English, derived from the Old English "tacen" meaning "sign" or "symbol". From there, it was borrowed into Middle Dutch and Middle Low German as "teken". Eventually, during the 16th century, the word "token" entered the English language. The -ize suffix, commonly used to form verbs, was added to "token" to create "tokenize", denoting the act of representing something as tokens or breaking it down into smaller units.
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